Navigation system with parking space identification mechanism and method of operation thereof

A method of operation for a navigation system comprising:

• receiving a sensor data packet for a scan area;
• analyzing the sensor data packet submitted to a multilayer neural network already trained including storing the sensor data packet;
• parsing the sensor data packet with the multilayer neural network to generate real world endpoints and a bounding box including identifying the real world coordinates;
• applying line rules, including identifying a parking space by the real world endpoints including storing the real world endpoints in a storage circuit;
• compiling an overhead depiction including boundary lines of the parking space identified by the real world endpoints and the bounding box in the scan area;
• merging vehicle maneuvering instructions into the overhead depiction for accessing the parking space;
• and
• presenting the overhead depiction for displaying on a user display.

A non-transitory computer readable medium including instructions for a navigation system comprising:

• receiving a sensor data packet for a scan area;
• analyzing the sensor data packet submitted to a multilayer neural network already trained including storing the sensor data packet;
• parsing the sensor data packet with the multilayer neural network to generate real world endpoints and a bounding box including identifying the real world coordinates;
• applying line rules, including identifying a parking space by the real world endpoints including storing the real world endpoints in a storage circuit;
• compiling an overhead depiction including boundary lines of the parking space identified by the real world endpoints and the bounding box in the scan area;
• merging vehicle maneuvering instructions into the overhead depiction for accessing the parking space;
• and
• presenting the overhead depiction for displaying on a user display.